{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lane Detection and Classification using Cascaded CNNs - Inference Code\n",
    "\n",
    "First of all, we are going to load the basic components, i.e. the required libraries (including pytorch) and our CNN models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import numpy as np\n",
    "import random\n",
    "import math\n",
    "\n",
    "# Data loading and visualization imports\n",
    "from PIL import Image\n",
    "from torchvision.transforms import ToTensor, ToPILImage\n",
    "from matplotlib.pyplot import imshow, figure, subplots\n",
    "\n",
    "# Model loading\n",
    "from models.erfnet import Net as ERFNet\n",
    "from models.lcnet import Net as LCNet\n",
    "\n",
    "# utils\n",
    "from functions import color_lanes, blend\n",
    "\n",
    "# to cuda or not to cuda\n",
    "if torch.cuda.is_available():\n",
    "    map_location=lambda storage, loc: storage.cuda()\n",
    "else:\n",
    "    map_location='cpu'\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also define some constants. In this example, we are using 64x64 descriptors, a maximum of 5 classes for the instance segmentation network (0=background + 4 lanes) and 3 classes (continuous, dashed, double-dashed)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Descriptor size definition\n",
    "DESCRIPTOR_SIZE = 64\n",
    "\n",
    "# Maximum number of lanes the network has been trained with + background\n",
    "NUM_CLASSES_SEGMENTATION = 5\n",
    "\n",
    "# Maxmimum number of classes for classification\n",
    "NUM_CLASSES_CLASSIFICATION = 3\n",
    "\n",
    "# Image size\n",
    "HEIGHT = 360\n",
    "WIDTH = 640"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we load the data for the example. We load the image, visualize it, resize it and build a minibatch of size 1x3x360x640 that will be forwarded to the CNN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = Image.open('images/test.jpg')\n",
    "# ipynb visualization\n",
    "%matplotlib inline\n",
    "imshow(np.asarray(im))\n",
    "\n",
    "im = im.resize((WIDTH, HEIGHT))\n",
    "\n",
    "im_tensor = ToTensor()(im)\n",
    "im_tensor = im_tensor.unsqueeze(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also need to load the weights of the CNNs. We simply load it using pytorch methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating CNNs and loading pretrained models\n",
    "segmentation_network = ERFNet(NUM_CLASSES_SEGMENTATION)\n",
    "classification_network = LCNet(NUM_CLASSES_CLASSIFICATION, DESCRIPTOR_SIZE, DESCRIPTOR_SIZE)\n",
    "\n",
    "segmentation_network.load_state_dict(torch.load('pretrained/erfnet_tusimple.pth', map_location = map_location))\n",
    "model_path = 'pretrained/classification_{}_{}class.pth'.format(DESCRIPTOR_SIZE, NUM_CLASSES_CLASSIFICATION)\n",
    "classification_network.load_state_dict(torch.load(model_path, map_location = map_location))\n",
    "\n",
    "segmentation_network = segmentation_network.eval()\n",
    "classification_network = classification_network.eval()\n",
    "\n",
    "if torch.cuda.is_available():\n",
    "    segmentation_network = segmentation_network.cuda()\n",
    "    classification_network = classification_network.cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now: we forward the image to the instance segmentation network and extract an instance segmentation map. In this way, we will have a 360x640 image, where nonzero pixels represent different lane boundaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Inference on instance segmentation\n",
    "if torch.cuda.is_available():\n",
    "    im_tensor = im_tensor.cuda()\n",
    "\n",
    "out_segmentation = segmentation_network(im_tensor)\n",
    "out_segmentation = out_segmentation.max(dim=1)[1]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to evaluate the instance segmentation quality, we can visualize it. The `color_lanes` method is used to map each lane instance index `i` to a random color. It is defined in `functions.py`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x126973f28>"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Converting to numpy for visualization\n",
    "out_segmentation_np = out_segmentation.cpu().numpy()[0]\n",
    "out_segmentation_viz = np.zeros((HEIGHT, WIDTH, 3))\n",
    "\n",
    "for i in range(1, NUM_CLASSES_SEGMENTATION):\n",
    "    rand_c1 = random.randint(1, 255)\n",
    "    rand_c2 = random.randint(1, 255)    \n",
    "    rand_c3 = random.randint(1, 255)\n",
    "    out_segmentation_viz = color_lanes(\n",
    "        out_segmentation_viz, out_segmentation_np, \n",
    "        i, (rand_c1, rand_c2, rand_c3), HEIGHT, WIDTH)\n",
    "\n",
    "im_seg = blend(im, out_segmentation_viz)\n",
    "imshow(np.asarray(im_seg))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now the core method for descriptor extraction. First of all, the lane boundary instances points are extracted. Then, the 2d image is transformed in its 1d representation using the `view()` method. In this way, it is possible to apply `nonzero()` and extract all the 1d coordinates relative to the single lane boundary. Finally, `DESCRIPTOR_SIZExDESCRIPTOR_SIZE` points are sampled using `uniform_`. In this way, for each lane a representation of a fixed size is extracted, and the appearance of lane markings is preserved. \n",
    "\n",
    "The `mapper` object is needed because the instance segmentation network could output non-contiguous ids. For example, if we had three lanes, we could have as outputs classes 1, 2 and 4. So, `mapper` maps the real lane boundary id to a contiguous one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_descriptors(label, image):\n",
    "    # avoids problems in the sampling\n",
    "    eps = 0.01\n",
    "    \n",
    "    # The labels indices are not contiguous e.g. we can have index 1, 2, and 4 in an image\n",
    "    # For this reason, we should construct the descriptor array sequentially\n",
    "    inputs = torch.zeros(0, 3, DESCRIPTOR_SIZE, DESCRIPTOR_SIZE)\n",
    "    if torch.cuda.is_available():\n",
    "        inputs = inputs.cuda()\n",
    "        \n",
    "    # This is needed to keep track of the lane we are classifying\n",
    "    mapper = {}\n",
    "    classifier_index = 0\n",
    "    \n",
    "    # Iterating over all the possible lanes ids\n",
    "    for i in range(1, NUM_CLASSES_SEGMENTATION):\n",
    "        # This extracts all the points belonging to a lane with id = i\n",
    "        single_lane = label.eq(i).view(-1).nonzero().squeeze()\n",
    "        \n",
    "        # As they could be not continuous, skip the ones that have no points\n",
    "        if single_lane.numel() == 0 or len(single_lane.size()) == 0:\n",
    "            continue\n",
    "        \n",
    "        # Points to sample to fill a squared desciptor\n",
    "        sample = torch.zeros(DESCRIPTOR_SIZE * DESCRIPTOR_SIZE)\n",
    "        if torch.cuda.is_available():\n",
    "            sample = sample.cuda()\n",
    "            \n",
    "        sample = sample.uniform_(0, single_lane.size()[0] - eps).long()\n",
    "        sample, _ = sample.sort()\n",
    "        \n",
    "        # These are the points of the lane to select\n",
    "        points = torch.index_select(single_lane, 0, sample)\n",
    "        \n",
    "        # First, we view the image as a set of ordered points\n",
    "        descriptor = image.squeeze().view(3, -1)\n",
    "        \n",
    "        # Then we select only the previously extracted values\n",
    "        descriptor = torch.index_select(descriptor, 1, points)\n",
    "        \n",
    "        # Reshape to get the actual image\n",
    "        descriptor = descriptor.view(3, DESCRIPTOR_SIZE, DESCRIPTOR_SIZE)\n",
    "        descriptor = descriptor.unsqueeze(0)\n",
    "        \n",
    "        # Concatenate to get a batch that can be processed from the other network\n",
    "        inputs = torch.cat((inputs, descriptor), 0)\n",
    "        \n",
    "        # Track the indices\n",
    "        mapper[classifier_index] = i\n",
    "        classifier_index += 1\n",
    "        \n",
    "    return inputs, mapper\n",
    "\n",
    "\n",
    "descriptors, index_map = extract_descriptors(out_segmentation, im_tensor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize the descriptors. As you can see, some sort of pattern is easily recognizable. This is the information that the second CNN has learnt to recognize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "GRID_SIZE = 2\n",
    "_, fig = subplots(GRID_SIZE, GRID_SIZE)\n",
    "\n",
    "for i in range(0, descriptors.size(0)):\n",
    "    desc = descriptors[i].cpu()\n",
    "\n",
    "    desc = ToPILImage()(desc)\n",
    "    row = math.floor((i / GRID_SIZE))\n",
    "    col = i % GRID_SIZE\n",
    "\n",
    "    fig[row, col].imshow(np.asarray(desc))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then use the second neural network to process the minibatch of descriptors. The classes are obtained with the usual argmax function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: 1, 1: 2, 2: 3, 3: 4}\n",
      "tensor([1, 0, 0, 2])\n"
     ]
    }
   ],
   "source": [
    "# Inference on descriptors\n",
    "classes = classification_network(descriptors).max(1)[1]\n",
    "print(index_map)\n",
    "print(classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is then possible to visualize the classification. Red lanes are continuous, green dashed and blue double-dashed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1269d5e80>"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Class visualization\n",
    "out_classification_viz = np.zeros((HEIGHT, WIDTH, 3))\n",
    "\n",
    "for i, lane_index in index_map.items():\n",
    "    if classes[i] == 0: # Continuous\n",
    "        color = (255, 0, 0)\n",
    "    elif classes[i] == 1: # Dashed\n",
    "        color = (0, 255, 0)\n",
    "    elif classes[i] == 2: # Double-dashed\n",
    "        color = (0, 0, 255)\n",
    "    else:\n",
    "        raise\n",
    "    out_classification_viz[out_segmentation_np == lane_index] = color\n",
    "\n",
    "imshow(out_classification_viz.astype(np.uint8))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}